mushrooms_profile

Dataset statistics

Number of variables	22
Number of observations	3116945
Missing cells	15868508
Missing cells (%)	23.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.4 GiB
Average record size in memory	840.4 B

Variable types

Numeric	4
Categorical	10
Text	8

Alerts

`cap-diameter` is highly overall correlated with `stem-height` and 1 other fields	High correlation
`class` is highly overall correlated with `stem-root`	High correlation
`stem-height` is highly overall correlated with `cap-diameter`	High correlation
`stem-root` is highly overall correlated with `class`	High correlation
`stem-width` is highly overall correlated with `cap-diameter`	High correlation
`does-bruise-or-bleed` is highly imbalanced (85.7%)	Imbalance
`gill-spacing` is highly imbalanced (80.6%)	Imbalance
`stem-root` is highly imbalanced (66.8%)	Imbalance
`veil-type` is highly imbalanced (99.8%)	Imbalance
`veil-color` is highly imbalanced (69.8%)	Imbalance
`has-ring` is highly imbalanced (82.4%)	Imbalance
`ring-type` is highly imbalanced (79.3%)	Imbalance
`spore-print-color` is highly imbalanced (56.6%)	Imbalance
`cap-surface` has 671023 (21.5%) missing values	Missing
`gill-attachment` has 523936 (16.8%) missing values	Missing
`gill-spacing` has 1258435 (40.4%) missing values	Missing
`stem-root` has 2757023 (88.5%) missing values	Missing
`stem-surface` has 1980861 (63.6%) missing values	Missing
`veil-type` has 2957493 (94.9%) missing values	Missing
`veil-color` has 2740947 (87.9%) missing values	Missing
`ring-type` has 128880 (4.1%) missing values	Missing
`spore-print-color` has 2849682 (91.4%) missing values	Missing
`id` is uniformly distributed	Uniform
`id` has unique values	Unique

Reproduction

Analysis started	2024-09-04 09:09:27.286239
Analysis finished	2024-09-04 09:12:31.396761
Duration	3 minutes and 4.11 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	3116945
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1558472

Minimum	0
Maximum	3116944
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 MiB

Quantile statistics

Minimum	0
5-th percentile	155847.2
Q1	779236
median	1558472
Q3	2337708
95-th percentile	2961096.8
Maximum	3116944
Range	3116944
Interquartile range (IQR)	1558472

Descriptive statistics

Standard deviation	899784.66
Coefficient of variation (CV)	0.57735055
Kurtosis	-1.2
Mean	1558472
Median Absolute Deviation (MAD)	779236
Skewness	-2.5075827 × 10^-15
Sum	4.8576715 × 10¹²
Variance	8.0961244 × 10¹¹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
2077967	1	< 0.1%
2077958	1	< 0.1%
2077959	1	< 0.1%
2077960	1	< 0.1%
2077961	1	< 0.1%
2077962	1	< 0.1%
2077963	1	< 0.1%
2077964	1	< 0.1%
2077965	1	< 0.1%
Other values (3116935)	3116935	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
3116944	1	< 0.1%
3116943	1	< 0.1%
3116942	1	< 0.1%
3116941	1	< 0.1%
3116940	1	< 0.1%
3116939	1	< 0.1%
3116938	1	< 0.1%
3116937	1	< 0.1%
3116936	1	< 0.1%
3116935	1	< 0.1%

class
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	148.6 MiB

p	1705396
e	1411549

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3116945
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	e
2nd row	p
3rd row	e
4th row	e
5th row	e

Common Values

Value	Count	Frequency (%)
p	1705396	54.7%
e	1411549	45.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
p	1705396	54.7%
e	1411549	45.3%

Most occurring characters

Value	Count	Frequency (%)
p	1705396	54.7%
e	1411549	45.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3116945	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	1705396	54.7%
e	1411549	45.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3116945	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	1705396	54.7%
e	1411549	45.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3116945	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	1705396	54.7%
e	1411549	45.3%

cap-diameter
Real number (ℝ)

HIGH CORRELATION

Distinct	3913
Distinct (%)	0.1%
Missing	4
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	6.3098484

Minimum	0.03
Maximum	80.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 MiB

Quantile statistics

Minimum	0.03
5-th percentile	1.34
Q1	3.32
median	5.75
Q3	8.24
95-th percentile	13.23
Maximum	80.67
Range	80.64
Interquartile range (IQR)	4.92

Descriptive statistics

Standard deviation	4.6579305
Coefficient of variation (CV)	0.73820007
Kurtosis	32.743381
Mean	6.3098484
Median Absolute Deviation (MAD)	2.46
Skewness	3.9726092
Sum	19667425
Variance	21.696317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.49	8164	0.3%
3.18	7942	0.3%
3.14	7361	0.2%
1.51	7072	0.2%
4.04	6828	0.2%
3.28	6826	0.2%
2.87	6807	0.2%
3.85	6642	0.2%
3.24	6634	0.2%
1.52	6562	0.2%
Other values (3903)	3046103	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03	1	< 0.1%
0.1	1	< 0.1%
0.3	1	< 0.1%
0.38	1	< 0.1%
0.4	6	< 0.1%
0.41	2	< 0.1%
0.42	3	< 0.1%
0.44	15	< 0.1%
0.45	2	< 0.1%
0.46	5	< 0.1%

Value	Count	Frequency (%)
80.67	1	< 0.1%
64.46	1	< 0.1%
62.4	1	< 0.1%
62.3	1	< 0.1%
62.06	1	< 0.1%
62.01	1	< 0.1%
60.97	1	< 0.1%
59.76	1	< 0.1%
59.74	2	< 0.1%
59.66	1	< 0.1%

cap-shape
Text

Distinct	74
Distinct (%)	< 0.1%
Missing	40
Missing (%)	< 0.1%
Memory size	148.6 MiB

Length

Max length	9
Median length	1
Mean length	1.0000536
Min length	1

Characters and Unicode

Total characters	3117072
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	47 ?
Unique (%)	< 0.1%

Sample

1st row	f
2nd row	x
3rd row	f
4th row	f
5th row	x

Value	Count	Frequency (%)
x	1436030	46.1%
f	676240	21.7%
s	365147	11.7%
b	318647	10.2%
o	108835	3.5%
p	106968	3.4%
c	104520	3.4%
d	65	< 0.1%
e	60	< 0.1%
n	41	< 0.1%
Other values (62)	360	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
x	1436030	46.1%
f	676240	21.7%
s	365149	11.7%
b	318647	10.2%
o	108835	3.5%
p	106969	3.4%
c	104520	3.4%
d	65	< 0.1%
e	61	< 0.1%
.	44	< 0.1%
Other values (26)	512	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3117072	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
x	1436030	46.1%
f	676240	21.7%
s	365149	11.7%
b	318647	10.2%
o	108835	3.5%
p	106969	3.4%
c	104520	3.4%
d	65	< 0.1%
e	61	< 0.1%
.	44	< 0.1%
Other values (26)	512	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3117072	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
x	1436030	46.1%
f	676240	21.7%
s	365149	11.7%
b	318647	10.2%
o	108835	3.5%
p	106969	3.4%
c	104520	3.4%
d	65	< 0.1%
e	61	< 0.1%
.	44	< 0.1%
Other values (26)	512	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3117072	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
x	1436030	46.1%
f	676240	21.7%
s	365149	11.7%
b	318647	10.2%
o	108835	3.5%
p	106969	3.4%
c	104520	3.4%
d	65	< 0.1%
e	61	< 0.1%
.	44	< 0.1%
Other values (26)	512	< 0.1%

cap-surface
Text

MISSING

Distinct	83
Distinct (%)	< 0.1%
Missing	671023
Missing (%)	21.5%
Memory size	137.1 MiB

Length

Max length	20
Median length	1
Mean length	1.0001402
Min length	1

Characters and Unicode

Total characters	2446265
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	54 ?
Unique (%)	< 0.1%

Sample

1st row	s
2nd row	h
3rd row	s
4th row	y
5th row	l

Value	Count	Frequency (%)
t	460779	18.8%
s	384970	15.7%
y	327827	13.4%
h	284463	11.6%
g	263729	10.8%
d	206832	8.5%
k	128876	5.3%
e	119712	4.9%
i	113440	4.6%
w	109840	4.5%
Other values (68)	45465	1.9%

Most occurring characters

Value	Count	Frequency (%)
t	460785	18.8%
s	385005	15.7%
y	327831	13.4%
h	284466	11.6%
g	263735	10.8%
d	206841	8.5%
k	128876	5.3%
e	119741	4.9%
i	113454	4.6%
w	109840	4.5%
Other values (28)	45691	1.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2446265	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	460785	18.8%
s	385005	15.7%
y	327831	13.4%
h	284466	11.6%
g	263735	10.8%
d	206841	8.5%
k	128876	5.3%
e	119741	4.9%
i	113454	4.6%
w	109840	4.5%
Other values (28)	45691	1.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2446265	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	460785	18.8%
s	385005	15.7%
y	327831	13.4%
h	284466	11.6%
g	263735	10.8%
d	206841	8.5%
k	128876	5.3%
e	119741	4.9%
i	113454	4.6%
w	109840	4.5%
Other values (28)	45691	1.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2446265	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	460785	18.8%
s	385005	15.7%
y	327831	13.4%
h	284466	11.6%
g	263735	10.8%
d	206841	8.5%
k	128876	5.3%
e	119741	4.9%
i	113454	4.6%
w	109840	4.5%
Other values (28)	45691	1.9%

cap-color
Text

Distinct	78
Distinct (%)	< 0.1%
Missing	12
Missing (%)	< 0.1%
Memory size	148.6 MiB

Length

Max length	20
Median length	1
Mean length	1.0001011
Min length	1

Characters and Unicode

Total characters	3117248
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	49 ?
Unique (%)	< 0.1%

Sample

1st row	u
2nd row	o
3rd row	b
4th row	g
5th row	w

Value	Count	Frequency (%)
n	1359544	43.6%
y	386627	12.4%
w	379442	12.2%
g	210825	6.8%
e	197290	6.3%
o	178847	5.7%
p	91838	2.9%
r	78236	2.5%
u	73172	2.3%
b	61313	2.0%
Other values (68)	99801	3.2%

Most occurring characters

Value	Count	Frequency (%)
n	1359556	43.6%
y	386633	12.4%
w	379442	12.2%
g	210831	6.8%
e	197314	6.3%
o	178860	5.7%
p	91844	2.9%
r	78248	2.5%
u	73175	2.3%
b	61317	2.0%
Other values (27)	100028	3.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3117248	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	1359556	43.6%
y	386633	12.4%
w	379442	12.2%
g	210831	6.8%
e	197314	6.3%
o	178860	5.7%
p	91844	2.9%
r	78248	2.5%
u	73175	2.3%
b	61317	2.0%
Other values (27)	100028	3.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3117248	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	1359556	43.6%
y	386633	12.4%
w	379442	12.2%
g	210831	6.8%
e	197314	6.3%
o	178860	5.7%
p	91844	2.9%
r	78248	2.5%
u	73175	2.3%
b	61317	2.0%
Other values (27)	100028	3.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3117248	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	1359556	43.6%
y	386633	12.4%
w	379442	12.2%
g	210831	6.8%
e	197314	6.3%
o	178860	5.7%
p	91844	2.9%
r	78248	2.5%
u	73175	2.3%
b	61317	2.0%
Other values (27)	100028	3.2%

does-bruise-or-bleed
Categorical

IMBALANCE

Distinct	26
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	148.6 MiB

f	2569743
t	547085
w	14
c	11
h	9
Other values (21)	75

Length

Max length	8
Median length	1
Mean length	1.0000048
Min length	1

Characters and Unicode

Total characters	3116952
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	f
2nd row	f
3rd row	f
4th row	f
5th row	f

Common Values

Value	Count	Frequency (%)
f	2569743	82.4%
t	547085	17.6%
w	14	< 0.1%
c	11	< 0.1%
h	9	< 0.1%
y	7	< 0.1%
a	7	< 0.1%
b	7	< 0.1%
x	7	< 0.1%
s	6	< 0.1%
Other values (16)	41	< 0.1%
(Missing)	8	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
f	2569743	82.4%
t	547085	17.6%
w	14	< 0.1%
c	11	< 0.1%
h	9	< 0.1%
y	7	< 0.1%
a	7	< 0.1%
b	7	< 0.1%
x	7	< 0.1%
s	6	< 0.1%
Other values (16)	41	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
f	2569743	82.4%
t	547085	17.6%
w	14	< 0.1%
c	11	< 0.1%
h	10	< 0.1%
a	8	< 0.1%
y	7	< 0.1%
b	7	< 0.1%
x	7	< 0.1%
s	7	< 0.1%
Other values (18)	53	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3116952	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
f	2569743	82.4%
t	547085	17.6%
w	14	< 0.1%
c	11	< 0.1%
h	10	< 0.1%
a	8	< 0.1%
y	7	< 0.1%
b	7	< 0.1%
x	7	< 0.1%
s	7	< 0.1%
Other values (18)	53	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3116952	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
f	2569743	82.4%
t	547085	17.6%
w	14	< 0.1%
c	11	< 0.1%
h	10	< 0.1%
a	8	< 0.1%
y	7	< 0.1%
b	7	< 0.1%
x	7	< 0.1%
s	7	< 0.1%
Other values (18)	53	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3116952	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
f	2569743	82.4%
t	547085	17.6%
w	14	< 0.1%
c	11	< 0.1%
h	10	< 0.1%
a	8	< 0.1%
y	7	< 0.1%
b	7	< 0.1%
x	7	< 0.1%
s	7	< 0.1%
Other values (18)	53	< 0.1%

gill-attachment
Text

MISSING

Distinct	78
Distinct (%)	< 0.1%
Missing	523936
Missing (%)	16.8%
Memory size	139.6 MiB

Length

Max length	20
Median length	1
Mean length	1.0000891
Min length	1

Characters and Unicode

Total characters	2593240
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	53 ?
Unique (%)	< 0.1%

Sample

1st row	a
2nd row	a
3rd row	x
4th row	s
5th row	d

Value	Count	Frequency (%)
a	646035	24.9%
d	589237	22.7%
x	360878	13.9%
e	301858	11.6%
s	295439	11.4%
p	279112	10.8%
f	119956	4.6%
c	74	< 0.1%
u	56	< 0.1%
w	37	< 0.1%
Other values (64)	334	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
a	646042	24.9%
d	589242	22.7%
x	360878	13.9%
e	301872	11.6%
s	295458	11.4%
p	279113	10.8%
f	119956	4.6%
c	74	< 0.1%
u	57	< 0.1%
.	44	< 0.1%
Other values (27)	504	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2593240	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	646042	24.9%
d	589242	22.7%
x	360878	13.9%
e	301872	11.6%
s	295458	11.4%
p	279113	10.8%
f	119956	4.6%
c	74	< 0.1%
u	57	< 0.1%
.	44	< 0.1%
Other values (27)	504	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2593240	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	646042	24.9%
d	589242	22.7%
x	360878	13.9%
e	301872	11.6%
s	295458	11.4%
p	279113	10.8%
f	119956	4.6%
c	74	< 0.1%
u	57	< 0.1%
.	44	< 0.1%
Other values (27)	504	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2593240	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	646042	24.9%
d	589242	22.7%
x	360878	13.9%
e	301872	11.6%
s	295458	11.4%
p	279113	10.8%
f	119956	4.6%
c	74	< 0.1%
u	57	< 0.1%
.	44	< 0.1%
Other values (27)	504	< 0.1%

gill-spacing
Categorical

IMBALANCE MISSING

Distinct	48
Distinct (%)	< 0.1%
Missing	1258435
Missing (%)	40.4%
Memory size	155.8 MiB

c	1331054
d	407932
f	119380
e	24
a	17
Other values (43)	103

Length

Max length	11
Median length	1
Mean length	1.00005
Min length	1

Characters and Unicode

Total characters	1858603
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	30 ?
Unique (%)	< 0.1%

Sample

1st row	c
2nd row	c
3rd row	c
4th row	c
5th row	c

Common Values

Value	Count	Frequency (%)
c	1331054	42.7%
d	407932	13.1%
f	119380	3.8%
e	24	< 0.1%
a	17	< 0.1%
s	16	< 0.1%
b	12	< 0.1%
t	8	< 0.1%
x	8	< 0.1%
p	7	< 0.1%
Other values (38)	52	< 0.1%
(Missing)	1258435	40.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
c	1331054	71.6%
d	407932	21.9%
f	119381	6.4%
e	24	< 0.1%
a	17	< 0.1%
s	16	< 0.1%
b	12	< 0.1%
t	8	< 0.1%
x	8	< 0.1%
p	7	< 0.1%
Other values (38)	52	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
c	1331057	71.6%
d	407933	21.9%
f	119382	6.4%
e	26	< 0.1%
.	25	< 0.1%
s	20	< 0.1%
a	20	< 0.1%
b	12	< 0.1%
2	10	< 0.1%
3	10	< 0.1%
Other values (24)	108	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1858603	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
c	1331057	71.6%
d	407933	21.9%
f	119382	6.4%
e	26	< 0.1%
.	25	< 0.1%
s	20	< 0.1%
a	20	< 0.1%
b	12	< 0.1%
2	10	< 0.1%
3	10	< 0.1%
Other values (24)	108	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1858603	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
c	1331057	71.6%
d	407933	21.9%
f	119382	6.4%
e	26	< 0.1%
.	25	< 0.1%
s	20	< 0.1%
a	20	< 0.1%
b	12	< 0.1%
2	10	< 0.1%
3	10	< 0.1%
Other values (24)	108	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1858603	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
c	1331057	71.6%
d	407933	21.9%
f	119382	6.4%
e	26	< 0.1%
.	25	< 0.1%
s	20	< 0.1%
a	20	< 0.1%
b	12	< 0.1%
2	10	< 0.1%
3	10	< 0.1%
Other values (24)	108	< 0.1%

gill-color
Text

Distinct	63
Distinct (%)	< 0.1%
Missing	57
Missing (%)	< 0.1%
Memory size	148.6 MiB

Length

Max length	20
Median length	1
Mean length	1.0001078
Min length	1

Characters and Unicode

Total characters	3117224
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	< 0.1%

Sample

1st row	w
2nd row	n
3rd row	w
4th row	g
5th row	w

Value	Count	Frequency (%)
w	931539	29.9%
n	543387	17.4%
y	469466	15.1%
p	343626	11.0%
g	212164	6.8%
o	157119	5.0%
k	127970	4.1%
f	119694	3.8%
r	62799	2.0%
e	56048	1.8%
Other values (51)	93080	3.0%

Most occurring characters

Value	Count	Frequency (%)
w	931539	29.9%
n	543409	17.4%
y	469472	15.1%
p	343642	11.0%
g	212176	6.8%
o	157141	5.0%
k	127970	4.1%
f	119694	3.8%
r	62819	2.0%
e	56072	1.8%
Other values (27)	93290	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3117224	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
w	931539	29.9%
n	543409	17.4%
y	469472	15.1%
p	343642	11.0%
g	212176	6.8%
o	157141	5.0%
k	127970	4.1%
f	119694	3.8%
r	62819	2.0%
e	56072	1.8%
Other values (27)	93290	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3117224	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
w	931539	29.9%
n	543409	17.4%
y	469472	15.1%
p	343642	11.0%
g	212176	6.8%
o	157141	5.0%
k	127970	4.1%
f	119694	3.8%
r	62819	2.0%
e	56072	1.8%
Other values (27)	93290	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3117224	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
w	931539	29.9%
n	543409	17.4%
y	469472	15.1%
p	343642	11.0%
g	212176	6.8%
o	157141	5.0%
k	127970	4.1%
f	119694	3.8%
r	62819	2.0%
e	56072	1.8%
Other values (27)	93290	3.0%

stem-height
Real number (ℝ)

HIGH CORRELATION

Distinct	2749
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3483333

Minimum	0
Maximum	88.72
Zeros	554
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 MiB

Quantile statistics

Minimum	0
5-th percentile	3.16
Q1	4.67
median	5.88
Q3	7.41
95-th percentile	11.2
Maximum	88.72
Range	88.72
Interquartile range (IQR)	2.74

Descriptive statistics

Standard deviation	2.6997548
Coefficient of variation (CV)	0.42526985
Kurtosis	7.7615498
Mean	6.3483333
Median Absolute Deviation (MAD)	1.33
Skewness	1.9266817
Sum	19787406
Variance	7.288676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.24	12332	0.4%
5.92	11821	0.4%
5.32	10988	0.4%
5.35	10431	0.3%
5.99	10402	0.3%
6.03	10271	0.3%
5.54	10265	0.3%
5.77	10153	0.3%
4.27	10080	0.3%
5.65	9994	0.3%
Other values (2739)	3010208	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	554	< 0.1%
0.74	1	< 0.1%
0.77	1	< 0.1%
0.91	1	< 0.1%
0.93	1	< 0.1%
0.97	2	< 0.1%
0.98	1	< 0.1%
1	1	< 0.1%
1.01	1	< 0.1%
1.03	1	< 0.1%

Value	Count	Frequency (%)
88.72	1	< 0.1%
57.22	1	< 0.1%
53.93	1	< 0.1%
53.87	1	< 0.1%
53.82	1	< 0.1%
53.03	1	< 0.1%
51.41	1	< 0.1%
50.78	1	< 0.1%
50.27	1	< 0.1%
49.37	1	< 0.1%

stem-width
Real number (ℝ)

HIGH CORRELATION

Distinct	5836
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.153785

Minimum	0
Maximum	102.9
Zeros	497
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1.58
Q1	4.97
median	9.65
Q3	15.63
95-th percentile	26.49
Maximum	102.9
Range	102.9
Interquartile range (IQR)	10.66

Descriptive statistics

Standard deviation	8.0954773
Coefficient of variation (CV)	0.72580538
Kurtosis	2.4489761
Mean	11.153785
Median Absolute Deviation (MAD)	5.24
Skewness	1.2354271
Sum	34765735
Variance	65.536753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.41	7829	0.3%
2.45	7353	0.2%
2.49	7087	0.2%
2.56	6824	0.2%
2.47	6709	0.2%
2.52	6660	0.2%
2.51	6535	0.2%
2.64	6467	0.2%
2.6	6366	0.2%
2.61	6117	0.2%
Other values (5826)	3048998	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	497	< 0.1%
0.44	2	< 0.1%
0.48	2	< 0.1%
0.49	1	< 0.1%
0.5	3	< 0.1%
0.51	1	< 0.1%
0.52	21	< 0.1%
0.53	16	< 0.1%
0.54	11	< 0.1%
0.55	12	< 0.1%

Value	Count	Frequency (%)
102.9	1	< 0.1%
102.48	6	< 0.1%
101.69	3	< 0.1%
98	2	< 0.1%
94.24	3	< 0.1%
94.05	1	< 0.1%
92.51	1	< 0.1%
91.91	1	< 0.1%
91	1	< 0.1%
89.45	2	< 0.1%

stem-root
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	38
Distinct (%)	< 0.1%
Missing	2757023
Missing (%)	88.5%
Memory size	164.4 MiB

b	165801
s	116946
r	47803
c	28592
f	597
Other values (33)	183

Length

Max length	17
Median length	1
Mean length	1.0001778
Min length	1

Characters and Unicode

Total characters	359986
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	< 0.1%

Sample

1st row	b
2nd row	b
3rd row	c
4th row	b
5th row	r

Common Values

Value	Count	Frequency (%)
b	165801	5.3%
s	116946	3.8%
r	47803	1.5%
c	28592	0.9%
f	597	< 0.1%
d	24	< 0.1%
y	14	< 0.1%
g	12	< 0.1%
p	12	< 0.1%
w	12	< 0.1%
Other values (28)	109	< 0.1%
(Missing)	2757023	88.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b	165801	46.1%
s	116946	32.5%
r	47803	13.3%
c	28592	7.9%
f	597	0.2%
d	24	< 0.1%
y	14	< 0.1%
p	12	< 0.1%
w	12	< 0.1%
g	12	< 0.1%
Other values (28)	109	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
b	165801	46.1%
s	116947	32.5%
r	47806	13.3%
c	28593	7.9%
f	597	0.2%
d	24	< 0.1%
p	14	< 0.1%
.	14	< 0.1%
y	14	< 0.1%
g	12	< 0.1%
Other values (25)	164	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	359986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
b	165801	46.1%
s	116947	32.5%
r	47806	13.3%
c	28593	7.9%
f	597	0.2%
d	24	< 0.1%
p	14	< 0.1%
.	14	< 0.1%
y	14	< 0.1%
g	12	< 0.1%
Other values (25)	164	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	359986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
b	165801	46.1%
s	116947	32.5%
r	47806	13.3%
c	28593	7.9%
f	597	0.2%
d	24	< 0.1%
p	14	< 0.1%
.	14	< 0.1%
y	14	< 0.1%
g	12	< 0.1%
Other values (25)	164	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	359986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
b	165801	46.1%
s	116947	32.5%
r	47806	13.3%
c	28593	7.9%
f	597	0.2%
d	24	< 0.1%
p	14	< 0.1%
.	14	< 0.1%
y	14	< 0.1%
g	12	< 0.1%
Other values (25)	164	< 0.1%

stem-surface
Text

MISSING

Distinct	60
Distinct (%)	< 0.1%
Missing	1980861
Missing (%)	63.6%
Memory size	114.6 MiB

Length

Max length	20
Median length	1
Mean length	1.0001919
Min length	1

Characters and Unicode

Total characters	1136302
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	32 ?
Unique (%)	< 0.1%

Sample

1st row	y
2nd row	s
3rd row	s
4th row	t
5th row	s

Value	Count	Frequency (%)
s	327611	28.8%
y	255500	22.5%
i	224346	19.7%
t	147974	13.0%
g	78080	6.9%
k	73383	6.5%
h	28284	2.5%
f	512	< 0.1%
w	49	< 0.1%
d	48	< 0.1%
Other values (50)	300	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
s	327634	28.8%
y	255500	22.5%
i	224350	19.7%
t	147975	13.0%
g	78081	6.9%
k	73383	6.5%
h	28286	2.5%
f	512	< 0.1%
d	54	< 0.1%
e	54	< 0.1%
Other values (27)	473	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1136302	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	327634	28.8%
y	255500	22.5%
i	224350	19.7%
t	147975	13.0%
g	78081	6.9%
k	73383	6.5%
h	28286	2.5%
f	512	< 0.1%
d	54	< 0.1%
e	54	< 0.1%
Other values (27)	473	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1136302	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	327634	28.8%
y	255500	22.5%
i	224350	19.7%
t	147975	13.0%
g	78081	6.9%
k	73383	6.5%
h	28286	2.5%
f	512	< 0.1%
d	54	< 0.1%
e	54	< 0.1%
Other values (27)	473	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1136302	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	327634	28.8%
y	255500	22.5%
i	224350	19.7%
t	147975	13.0%
g	78081	6.9%
k	73383	6.5%
h	28286	2.5%
f	512	< 0.1%
d	54	< 0.1%
e	54	< 0.1%
Other values (27)	473	< 0.1%

stem-color
Text

Distinct	59
Distinct (%)	< 0.1%
Missing	38
Missing (%)	< 0.1%
Memory size	148.6 MiB

Length

Max length	17
Median length	1
Mean length	1.0000539
Min length	1

Characters and Unicode

Total characters	3117075
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	33 ?
Unique (%)	< 0.1%

Sample

1st row	w
2nd row	o
3rd row	n
4th row	w
5th row	w

Value	Count	Frequency (%)
w	1196638	38.4%
n	1003466	32.2%
y	373971	12.0%
g	132019	4.2%
o	111541	3.6%
e	103374	3.3%
u	67017	2.2%
p	54690	1.8%
k	33676	1.1%
r	22329	0.7%
Other values (47)	18189	0.6%

Most occurring characters

Value	Count	Frequency (%)
w	1196638	38.4%
n	1003471	32.2%
y	373974	12.0%
g	132022	4.2%
o	111547	3.6%
e	103379	3.3%
u	67017	2.1%
p	54697	1.8%
k	33676	1.1%
r	22338	0.7%
Other values (26)	18316	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3117075	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
w	1196638	38.4%
n	1003471	32.2%
y	373974	12.0%
g	132022	4.2%
o	111547	3.6%
e	103379	3.3%
u	67017	2.1%
p	54697	1.8%
k	33676	1.1%
r	22338	0.7%
Other values (26)	18316	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3117075	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
w	1196638	38.4%
n	1003471	32.2%
y	373974	12.0%
g	132022	4.2%
o	111547	3.6%
e	103379	3.3%
u	67017	2.1%
p	54697	1.8%
k	33676	1.1%
r	22338	0.7%
Other values (26)	18316	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3117075	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
w	1196638	38.4%
n	1003471	32.2%
y	373974	12.0%
g	132022	4.2%
o	111547	3.6%
e	103379	3.3%
u	67017	2.1%
p	54697	1.8%
k	33676	1.1%
r	22338	0.7%
Other values (26)	18316	0.6%

veil-type
Categorical

IMBALANCE MISSING

Distinct	22
Distinct (%)	< 0.1%
Missing	2957493
Missing (%)	94.9%
Memory size	165.6 MiB

u	159373
w	11
a	9
e	8
f	8
Other values (17)	43

Length

Max length	7
Median length	1
Mean length	1.0000815
Min length	1

Characters and Unicode

Total characters	159465
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	u
2nd row	u
3rd row	u
4th row	u
5th row	u

Common Values

Value	Count	Frequency (%)
u	159373	5.1%
w	11	< 0.1%
a	9	< 0.1%
e	8	< 0.1%
f	8	< 0.1%
b	5	< 0.1%
c	5	< 0.1%
g	4	< 0.1%
y	4	< 0.1%
k	4	< 0.1%
Other values (12)	21	< 0.1%
(Missing)	2957493	94.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
u	159373	99.9%
w	11	< 0.1%
a	9	< 0.1%
e	8	< 0.1%
f	8	< 0.1%
b	5	< 0.1%
c	5	< 0.1%
g	4	< 0.1%
y	4	< 0.1%
k	4	< 0.1%
Other values (13)	22	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
u	159373	99.9%
w	11	< 0.1%
a	9	< 0.1%
e	9	< 0.1%
f	8	< 0.1%
b	5	< 0.1%
c	5	< 0.1%
g	4	< 0.1%
y	4	< 0.1%
k	4	< 0.1%
Other values (18)	33	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	159465	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
u	159373	99.9%
w	11	< 0.1%
a	9	< 0.1%
e	9	< 0.1%
f	8	< 0.1%
b	5	< 0.1%
c	5	< 0.1%
g	4	< 0.1%
y	4	< 0.1%
k	4	< 0.1%
Other values (18)	33	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	159465	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
u	159373	99.9%
w	11	< 0.1%
a	9	< 0.1%
e	9	< 0.1%
f	8	< 0.1%
b	5	< 0.1%
c	5	< 0.1%
g	4	< 0.1%
y	4	< 0.1%
k	4	< 0.1%
Other values (18)	33	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	159465	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
u	159373	99.9%
w	11	< 0.1%
a	9	< 0.1%
e	9	< 0.1%
f	8	< 0.1%
b	5	< 0.1%
c	5	< 0.1%
g	4	< 0.1%
y	4	< 0.1%
k	4	< 0.1%
Other values (18)	33	< 0.1%

veil-color
Categorical

IMBALANCE MISSING

Distinct	24
Distinct (%)	< 0.1%
Missing	2740947
Missing (%)	87.9%
Memory size	164.3 MiB

w	279070
y	30473
n	30039
u	14026
k	13080
Other values (19)	9310

Length

Max length	4
Median length	1
Mean length	1.0000239
Min length	1

Characters and Unicode

Total characters	376007
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	n
2nd row	w
3rd row	w
4th row	w
5th row	n

Common Values

Value	Count	Frequency (%)
w	279070	9.0%
y	30473	1.0%
n	30039	1.0%
u	14026	0.4%
k	13080	0.4%
e	9169	0.3%
g	30	< 0.1%
p	23	< 0.1%
r	14	< 0.1%
o	13	< 0.1%
Other values (14)	61	< 0.1%
(Missing)	2740947	87.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
w	279070	74.2%
y	30473	8.1%
n	30039	8.0%
u	14026	3.7%
k	13080	3.5%
e	9169	2.4%
g	30	< 0.1%
p	23	< 0.1%
r	14	< 0.1%
o	13	< 0.1%
Other values (14)	61	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
w	279070	74.2%
y	30473	8.1%
n	30039	8.0%
u	14026	3.7%
k	13080	3.5%
e	9169	2.4%
g	30	< 0.1%
p	23	< 0.1%
r	14	< 0.1%
o	13	< 0.1%
Other values (18)	70	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	376007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
w	279070	74.2%
y	30473	8.1%
n	30039	8.0%
u	14026	3.7%
k	13080	3.5%
e	9169	2.4%
g	30	< 0.1%
p	23	< 0.1%
r	14	< 0.1%
o	13	< 0.1%
Other values (18)	70	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	376007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
w	279070	74.2%
y	30473	8.1%
n	30039	8.0%
u	14026	3.7%
k	13080	3.5%
e	9169	2.4%
g	30	< 0.1%
p	23	< 0.1%
r	14	< 0.1%
o	13	< 0.1%
Other values (18)	70	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	376007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
w	279070	74.2%
y	30473	8.1%
n	30039	8.0%
u	14026	3.7%
k	13080	3.5%
e	9169	2.4%
g	30	< 0.1%
p	23	< 0.1%
r	14	< 0.1%
o	13	< 0.1%
Other values (18)	70	< 0.1%

has-ring
Categorical

IMBALANCE

Distinct	23
Distinct (%)	< 0.1%
Missing	24
Missing (%)	< 0.1%
Memory size	148.6 MiB

f	2368820
t	747982
r	16
h	13
c	11
Other values (18)	79

Length

Max length	10
Median length	1
Mean length	1.0000038
Min length	1

Characters and Unicode

Total characters	3116933
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	f
2nd row	t
3rd row	f
4th row	f
5th row	f

Common Values

Value	Count	Frequency (%)
f	2368820	76.0%
t	747982	24.0%
r	16	< 0.1%
h	13	< 0.1%
c	11	< 0.1%
l	11	< 0.1%
s	11	< 0.1%
p	11	< 0.1%
g	8	< 0.1%
z	6	< 0.1%
Other values (13)	32	< 0.1%
(Missing)	24	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
f	2368821	76.0%
t	747982	24.0%
r	16	< 0.1%
h	13	< 0.1%
c	11	< 0.1%
l	11	< 0.1%
s	11	< 0.1%
p	11	< 0.1%
g	8	< 0.1%
z	6	< 0.1%
Other values (13)	32	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
f	2368821	76.0%
t	747982	24.0%
r	17	< 0.1%
h	14	< 0.1%
s	12	< 0.1%
c	11	< 0.1%
l	11	< 0.1%
p	11	< 0.1%
g	9	< 0.1%
z	6	< 0.1%
Other values (17)	39	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3116933	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
f	2368821	76.0%
t	747982	24.0%
r	17	< 0.1%
h	14	< 0.1%
s	12	< 0.1%
c	11	< 0.1%
l	11	< 0.1%
p	11	< 0.1%
g	9	< 0.1%
z	6	< 0.1%
Other values (17)	39	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3116933	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
f	2368821	76.0%
t	747982	24.0%
r	17	< 0.1%
h	14	< 0.1%
s	12	< 0.1%
c	11	< 0.1%
l	11	< 0.1%
p	11	< 0.1%
g	9	< 0.1%
z	6	< 0.1%
Other values (17)	39	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3116933	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
f	2368821	76.0%
t	747982	24.0%
r	17	< 0.1%
h	14	< 0.1%
s	12	< 0.1%
c	11	< 0.1%
l	11	< 0.1%
p	11	< 0.1%
g	9	< 0.1%
z	6	< 0.1%
Other values (17)	39	< 0.1%

ring-type
Categorical

IMBALANCE MISSING

Distinct	40
Distinct (%)	< 0.1%
Missing	128880
Missing (%)	4.1%
Memory size	149.4 MiB

f	2477170
e	120006
z	113780
l	73443
r	67909
Other values (35)	135757

Length

Max length	20
Median length	1
Mean length	1.0000472
Min length	1

Characters and Unicode

Total characters	2988206
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	14 ?
Unique (%)	< 0.1%

Sample

1st row	f
2nd row	z
3rd row	f
4th row	f
5th row	f

Common Values

Value	Count	Frequency (%)
f	2477170	79.5%
e	120006	3.9%
z	113780	3.7%
l	73443	2.4%
r	67909	2.2%
p	67678	2.2%
g	63687	2.0%
m	3992	0.1%
t	98	< 0.1%
d	37	< 0.1%
Other values (30)	265	< 0.1%
(Missing)	128880	4.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
f	2477173	82.9%
e	120006	4.0%
z	113780	3.8%
l	73443	2.5%
r	67909	2.3%
p	67678	2.3%
g	63687	2.1%
m	3992	0.1%
t	98	< 0.1%
d	37	< 0.1%
Other values (30)	265	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
f	2477173	82.9%
e	120024	4.0%
z	113780	3.8%
l	73446	2.5%
r	67921	2.3%
p	67688	2.3%
g	63694	2.1%
m	3992	0.1%
t	106	< 0.1%
n	45	< 0.1%
Other values (24)	337	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2988206	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
f	2477173	82.9%
e	120024	4.0%
z	113780	3.8%
l	73446	2.5%
r	67921	2.3%
p	67688	2.3%
g	63694	2.1%
m	3992	0.1%
t	106	< 0.1%
n	45	< 0.1%
Other values (24)	337	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2988206	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
f	2477173	82.9%
e	120024	4.0%
z	113780	3.8%
l	73446	2.5%
r	67921	2.3%
p	67688	2.3%
g	63694	2.1%
m	3992	0.1%
t	106	< 0.1%
n	45	< 0.1%
Other values (24)	337	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2988206	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
f	2477173	82.9%
e	120024	4.0%
z	113780	3.8%
l	73446	2.5%
r	67921	2.3%
p	67688	2.3%
g	63694	2.1%
m	3992	0.1%
t	106	< 0.1%
n	45	< 0.1%
Other values (24)	337	< 0.1%

spore-print-color
Categorical

IMBALANCE MISSING

Distinct	32
Distinct (%)	< 0.1%
Missing	2849682
Missing (%)	91.4%
Memory size	164.9 MiB

k	107310
p	68237
w	50173
n	22646
r	7975
Other values (27)	10922

Length

Max length	10
Median length	1
Mean length	1.0001983
Min length	1

Characters and Unicode

Total characters	267316
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	k
2nd row	w
3rd row	k
4th row	k
5th row	p

Common Values

Value	Count	Frequency (%)
k	107310	3.4%
p	68237	2.2%
w	50173	1.6%
n	22646	0.7%
r	7975	0.3%
u	7256	0.2%
g	3492	0.1%
y	36	< 0.1%
s	21	< 0.1%
c	16	< 0.1%
Other values (22)	101	< 0.1%
(Missing)	2849682	91.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
k	107310	40.2%
p	68237	25.5%
w	50173	18.8%
n	22646	8.5%
r	7975	3.0%
u	7256	2.7%
g	3492	1.3%
y	36	< 0.1%
s	21	< 0.1%
c	16	< 0.1%
Other values (23)	103	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
k	107310	40.1%
p	68237	25.5%
w	50173	18.8%
n	22649	8.5%
r	7977	3.0%
u	7256	2.7%
g	3492	1.3%
y	36	< 0.1%
s	25	< 0.1%
c	19	< 0.1%
Other values (26)	142	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	267316	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
k	107310	40.1%
p	68237	25.5%
w	50173	18.8%
n	22649	8.5%
r	7977	3.0%
u	7256	2.7%
g	3492	1.3%
y	36	< 0.1%
s	25	< 0.1%
c	19	< 0.1%
Other values (26)	142	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	267316	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
k	107310	40.1%
p	68237	25.5%
w	50173	18.8%
n	22649	8.5%
r	7977	3.0%
u	7256	2.7%
g	3492	1.3%
y	36	< 0.1%
s	25	< 0.1%
c	19	< 0.1%
Other values (26)	142	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	267316	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
k	107310	40.1%
p	68237	25.5%
w	50173	18.8%
n	22649	8.5%
r	7977	3.0%
u	7256	2.7%
g	3492	1.3%
y	36	< 0.1%
s	25	< 0.1%
c	19	< 0.1%
Other values (26)	142	0.1%

habitat
Text

Distinct	52
Distinct (%)	< 0.1%
Missing	45
Missing (%)	< 0.1%
Memory size	148.6 MiB

Length

Max length	20
Median length	1
Mean length	1.0000677
Min length	1

Characters and Unicode

Total characters	3117111
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25 ?
Unique (%)	< 0.1%

Sample

1st row	d
2nd row	d
3rd row	l
4th row	d
5th row	g

Value	Count	Frequency (%)
d	2177573	69.9%
g	454908	14.6%
l	171892	5.5%
m	150969	4.8%
h	120138	3.9%
w	18531	0.6%
p	17180	0.6%
u	5264	0.2%
e	55	< 0.1%
s	52	< 0.1%
Other values (41)	340	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
d	2177576	69.9%
g	454910	14.6%
l	171900	5.5%
m	150970	4.8%
h	120143	3.9%
w	18531	0.6%
p	17190	0.6%
u	5265	0.2%
e	68	< 0.1%
s	65	< 0.1%
Other values (27)	493	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3117111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	2177576	69.9%
g	454910	14.6%
l	171900	5.5%
m	150970	4.8%
h	120143	3.9%
w	18531	0.6%
p	17190	0.6%
u	5265	0.2%
e	68	< 0.1%
s	65	< 0.1%
Other values (27)	493	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3117111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	2177576	69.9%
g	454910	14.6%
l	171900	5.5%
m	150970	4.8%
h	120143	3.9%
w	18531	0.6%
p	17190	0.6%
u	5265	0.2%
e	68	< 0.1%
s	65	< 0.1%
Other values (27)	493	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3117111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	2177576	69.9%
g	454910	14.6%
l	171900	5.5%
m	150970	4.8%
h	120143	3.9%
w	18531	0.6%
p	17190	0.6%
u	5265	0.2%
e	68	< 0.1%
s	65	< 0.1%
Other values (27)	493	< 0.1%

season
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	148.6 MiB

a	1543321
u	1153588
w	278189
s	141847

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3116945
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a
2nd row	w
3rd row	w
4th row	u
5th row	a

Common Values

Value	Count	Frequency (%)
a	1543321	49.5%
u	1153588	37.0%
w	278189	8.9%
s	141847	4.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	1543321	49.5%
u	1153588	37.0%
w	278189	8.9%
s	141847	4.6%

Most occurring characters

Value	Count	Frequency (%)
a	1543321	49.5%
u	1153588	37.0%
w	278189	8.9%
s	141847	4.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3116945	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1543321	49.5%
u	1153588	37.0%
w	278189	8.9%
s	141847	4.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3116945	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1543321	49.5%
u	1153588	37.0%
w	278189	8.9%
s	141847	4.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3116945	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1543321	49.5%
u	1153588	37.0%
w	278189	8.9%
s	141847	4.6%

Auto

Heatmap
Table

	cap-diameter	class	does-bruise-or-bleed	gill-spacing	has-ring	id	ring-type	season	spore-print-color	stem-height	stem-root	stem-width	veil-color	veil-type
cap-diameter	1.000	0.158	0.110	0.064	0.050	0.000	0.094	0.091	0.275	0.512	0.337	0.883	0.113	0.000
class	0.158	1.000	0.038	0.140	0.050	0.000	0.197	0.149	0.426	0.073	0.521	0.218	0.496	0.003
does-bruise-or-bleed	0.110	0.038	1.000	0.035	0.009	0.000	0.043	0.092	0.085	0.044	0.109	0.106	0.178	0.000
gill-spacing	0.064	0.140	0.035	1.000	0.048	0.001	0.044	0.155	0.405	0.030	0.197	0.088	0.115	0.167
has-ring	0.050	0.050	0.009	0.048	1.000	0.000	0.194	0.023	0.177	0.105	0.085	0.079	0.142	0.000
id	0.000	0.000	0.000	0.001	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002
ring-type	0.094	0.197	0.043	0.044	0.194	0.000	1.000	0.070	0.261	0.227	0.142	0.121	0.180	0.072
season	0.091	0.149	0.092	0.155	0.023	0.000	0.070	1.000	0.213	0.051	0.147	0.073	0.147	0.000
spore-print-color	0.275	0.426	0.085	0.405	0.177	0.000	0.261	0.213	1.000	0.095	0.344	0.360	0.271	0.152
stem-height	0.512	0.073	0.044	0.030	0.105	0.000	0.227	0.051	0.095	1.000	0.246	0.449	0.195	0.006
stem-root	0.337	0.521	0.109	0.197	0.085	0.000	0.142	0.147	0.344	0.246	1.000	0.237	0.327	0.080
stem-width	0.883	0.218	0.106	0.088	0.079	0.000	0.121	0.073	0.360	0.449	0.237	1.000	0.211	0.010
veil-color	0.113	0.496	0.178	0.115	0.142	0.000	0.180	0.147	0.271	0.195	0.327	0.211	1.000	0.390
veil-type	0.000	0.003	0.000	0.167	0.000	0.002	0.072	0.000	0.152	0.006	0.080	0.010	0.390	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	id	class	cap-diameter	cap-shape	cap-surface	cap-color	does-bruise-or-bleed	gill-attachment	gill-spacing	gill-color	stem-height	stem-width	stem-root	stem-surface	stem-color	veil-type	veil-color	has-ring	ring-type	spore-print-color	habitat	season
0	0	e	8.80	f	s	u	f	a	c	w	4.51	15.39	NaN	NaN	w	NaN	NaN	f	f	NaN	d	a
1	1	p	4.51	x	h	o	f	a	c	n	4.79	6.48	NaN	y	o	NaN	NaN	t	z	NaN	d	w
2	2	e	6.94	f	s	b	f	x	c	w	6.85	9.93	NaN	s	n	NaN	NaN	f	f	NaN	l	w
3	3	e	3.88	f	y	g	f	s	NaN	g	4.16	6.53	NaN	NaN	w	NaN	NaN	f	f	NaN	d	u
4	4	e	5.85	x	l	w	f	d	NaN	w	3.37	8.36	NaN	NaN	w	NaN	NaN	f	f	NaN	g	a
5	5	p	4.30	x	t	n	f	s	c	n	5.91	8.20	NaN	NaN	w	NaN	n	t	z	NaN	d	a
6	6	e	9.65	p	y	w	f	e	c	k	19.07	12.69	NaN	s	w	NaN	NaN	t	e	NaN	g	w
7	7	p	4.55	x	e	e	f	a	NaN	y	8.31	9.77	NaN	NaN	y	NaN	w	t	z	NaN	d	a
8	8	p	7.36	f	h	e	f	x	d	w	5.77	17.13	b	NaN	w	NaN	NaN	f	f	NaN	d	a
9	9	e	6.45	x	t	n	f	a	d	w	7.13	12.77	NaN	NaN	e	NaN	NaN	f	f	NaN	d	a

	id	class	cap-diameter	cap-shape	cap-surface	cap-color	does-bruise-or-bleed	gill-attachment	gill-spacing	gill-color	stem-height	stem-width	stem-root	stem-surface	stem-color	veil-type	veil-color	has-ring	ring-type	spore-print-color	habitat	season
3116935	3116935	p	14.58	x	d	n	f	p	NaN	p	14.78	35.76	s	y	w	NaN	NaN	f	f	NaN	d	a
3116936	3116936	p	1.70	x	k	n	f	NaN	NaN	n	4.77	1.61	NaN	NaN	n	NaN	NaN	f	f	NaN	d	w
3116937	3116937	p	0.69	x	g	o	f	NaN	NaN	y	3.51	0.73	NaN	NaN	y	NaN	NaN	f	f	NaN	d	u
3116938	3116938	p	9.08	s	t	p	t	d	c	p	8.07	14.70	NaN	NaN	p	NaN	NaN	t	f	NaN	d	a
3116939	3116939	p	9.30	o	NaN	e	f	f	f	f	3.42	25.38	NaN	g	n	NaN	NaN	f	f	NaN	d	u
3116940	3116940	e	9.29	f	NaN	n	t	NaN	NaN	w	12.14	18.81	b	NaN	w	u	w	t	g	NaN	d	u
3116941	3116941	e	10.88	s	NaN	w	t	d	c	p	6.65	26.97	NaN	NaN	w	NaN	NaN	f	f	NaN	d	u
3116942	3116942	p	7.82	x	e	e	f	a	NaN	w	9.51	11.06	NaN	NaN	y	NaN	w	t	z	NaN	d	a
3116943	3116943	e	9.45	p	i	n	t	e	NaN	p	9.13	17.77	NaN	y	w	NaN	NaN	t	p	NaN	d	u
3116944	3116944	p	3.20	x	s	g	f	d	c	w	2.82	7.79	NaN	NaN	w	NaN	NaN	f	f	NaN	g	u

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters